mcp-context-cost

figma-context — context cost

946 tokens across 2 tools — lean (< 1K). Measured 2026-09-16 under methodology v1.0.

An Anthropic request carries 898 of those tokens as tool definitions, and Claude counts those at 1,773.

   
server (self-reported) Figma MCP Server v0.13.2
status measured
tokenizer tiktoken / o200k_base
launch command npx -y figma-developer-mcp --stdio
isolation docker · public.ecr.aws/docker/library/node:22-slim · network bridge · linux/amd64 · network enabled for package fetch; clean FS, no host credentials
env vars supplied FIGMA_API_KEY
canonical SHA-256 c1409e496bb0262b3dd4d78de8da42d1b79d5704fcf693e1455c5b3dff0f2604
category community
source https://github.com/GLips/Figma-Context-MCP

Where the tokens are

tool tokens share description input schema
download_figma_images 646 68.3% 35 574
get_figma_data 298 31.5% 16 245

Each tool is tokenized on its own, so the parts do not sum exactly to the whole: the array adds its own brackets and commas, and the tokenizer merges tokens across object boundaries. The badge number is always the count of the whole array, never a sum of parts.

What this costs on Claude

Measured 2026-09-14 against claude-opus-5 via Anthropic’s count_tokens (method tools-delta/v1).

  tokens  
o200k, full capture 946 the badge number — every byte tools/list returned
o200k, Anthropic fields only 898 5.1% of the capture is MCP-only metadata
Claude, same fields 1,773 1.87× the badge number

An Anthropic tool definition carries name, description, and input_schema and nothing else, so title, annotations, outputSchema, execution, and icons are dropped before the request — that is the second row. The third row is the same tools counted by Anthropic, which is larger than the second because Anthropic’s tokenizer is denser on this content than o200k_base and the API adds its own framing (at most 328 tokens of it fixed, measured against a single minimal tool). The two effects run in opposite directions, which is why the Claude number is not a fixed multiple of the badge.

Over time

date tokens tools release measured in change
2026-08-16 946 2 not recorded not recorded —
2026-08-19 946 2 not recorded docker no change
2026-08-26 946 2 not recorded docker no change
2026-09-03 946 2 not recorded docker no change
2026-09-04 946 2 0.13.2 docker no change
2026-09-16 946 2 0.13.2 docker no change

Some of these sweeps predate the isolation column, so the conditions they were measured under are not on record.

Full series: results/history.csv.

Re-derive it

npx -y mcp-context-cost verify results/figma-context/measurement.json

That re-tokenizes the published capture and checks the count and the hash. If it disagrees with the badge, the badge is wrong — open an issue and it gets corrected.

Badge JSON · All servers · Leaderboard · Methodology